Llama-3.1-8B computes sums for cyclic concepts using base-10 addition via task-agnostic Fourier features with periods 2, 5, and 10 rather than modular arithmetic in the concept period.
Proceedings of the National Academy of Sciences , volume=
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Representations learned by large AI models are converging toward a shared statistical model of reality.